research

This post is a summary of interesting resources I found in August. Feel free to add additional resources in the comments. Tools and frameworks Neural network visualization: Keras Visualization Toolkit Using pandas dataframes in Spark: Koalas: pandas API on Apache…

This post is a summary of interesting resources I found in July. Feel free to add additional resources in the comments. Tools: Visualize neural networks with netron Python Profiling with yappi ML Projects: ML driven campaigns for online marketing Hardware:…

Understanding customer intent by clicks can improve customer journeys and enhance the overall user experience in eCommerce. An understanding of individual customers allows to customize the online experience in several ways. For example, it is possible to show them additional…

In 2017 and 2018 GANs have significantly contributed to the visibility of artificial intelligence. Impressive images generated by GANs have been published and one was even sold for 432 500 $ in an Christies auction. The good thing with GANs…

In the last years a lot of progress has been made in artificial intelligence. There are many exiting breakthroughs, especially in machine learning and artificial neural networks. Major accomplishments in vision, audio and natural language processing have been achieved. And…

Besides computer vision, artificial neural networks (ANNs) are also very popular in natural language processing. Automatic translation or sentiment analysis of reviews are well known areas, where (recurrent) neural networks are used a lot. Around natural language understanding, there are…

In this post I will show how to combine features from natural language processing with traditional features (meta data) in one single model in keras (end-to-end learning). The solution is a multiple inputs model. Problem definition Scientific data sets are…

In the last months I was working on a deep learning project. The goal was to dig into Tensorflow and deep learning in gerneral. For this purpose I re-implemented a paper from January 2016 called convolutional pose machines , which uses deep…